{"id":292429,"date":"2025-04-10T17:28:36","date_gmt":"2025-04-10T17:28:36","guid":{"rendered":"https:\/\/ushopwell.com\/ublog\/train-your-own-llm-tutorial\/"},"modified":"2025-04-10T17:28:36","modified_gmt":"2025-04-10T17:28:36","slug":"train-your-own-llm-tutorial","status":"publish","type":"post","link":"https:\/\/ushopwell.com\/ublog\/train-your-own-llm-tutorial\/","title":{"rendered":"Train Your Own LLM \u2013 Tutorial"},"content":{"rendered":"<div class=\"youtubomatic-video-container\"><iframe loading=\"lazy\" width=\"580\" height=\"380\" src=\"https:\/\/www.youtube.com\/embed\/9Ge0sMm65jo?autoplay=1&#038;controls=1&#038;hl=en\" frameborder=\"0\" allowfullscreen><\/iframe><\/div>\n<p>This course is designed to help beginners learn how to train a language model from start to finish. Imad will guide you through the whole process, using Moroccan Darija as an example.<\/p>\n<p>In this course, you will learn:<\/p>\n<p>&#8211; How to load text data<br \/>\n&#8211; How to train a tokenizer from scratch using the Byte Pair Encoding (BPE) method<br \/>\n&#8211; How to use the tokenizer to encode text data<br \/>\n&#8211; How the Transformer architecture works in language models<br \/>\n&#8211; How to pre-train a model<br \/>\n&#8211; How to create a supervised fine-tuning dataset<br \/>\n&#8211; How to fine-tune the model and build an AI assistant that you can chat with<\/p>\n<p>You can find the slides, notebook, and scripts in this GitHub repository:<br \/>\n<a href=\"https:\/\/github.com\/ImadSaddik\/Train_Your_Language_Model_Course\" target=\"_blank\">https:\/\/github.com\/ImadSaddik\/Train_Your_Language_Model_Course<\/a><\/p>\n<p>The supervised fine-tuning dataset is available here:<br \/>\n<a href=\"https:\/\/github.com\/ImadSaddik\/BoDmaghDataset\" target=\"_blank\">https:\/\/github.com\/ImadSaddik\/BoDmaghDataset<\/a><br \/>\n<a href=\"https:\/\/huggingface.co\/datasets\/ImadSaddik\/BoDmaghDataset\" target=\"_blank\">https:\/\/huggingface.co\/datasets\/ImadSaddik\/BoDmaghDataset<\/a><\/p>\n<p>The tokenizers trained on AtlaSet can be found here:<br \/>\n<a href=\"https:\/\/github.com\/ImadSaddik\/DarijaTokenizers\" target=\"_blank\">https:\/\/github.com\/ImadSaddik\/DarijaTokenizers<\/a><\/p>\n<p>You can access the AtlaSet on HuggingFace here:<br \/>\n<a href=\"https:\/\/huggingface.co\/datasets\/atlasia\/Atlaset\" target=\"_blank\">https:\/\/huggingface.co\/datasets\/atlasia\/Atlaset<\/a><\/p>\n<p>To connect with Imad Saddik, check out his social accounts:<br \/>\n&#8211; LinkedIn: <a href=\"https:\/\/www.linkedin.com\/in\/imadsaddik\/\" target=\"_blank\">https:\/\/www.linkedin.com\/in\/imadsaddik\/<\/a><br \/>\n&#8211; YouTube: <a href=\"https:\/\/www.youtube.com\/@\" target=\"_blank\">https:\/\/www.youtube.com\/@<\/a>3CodeCampers<br \/>\n&#8211; Discord: imad_saddik<\/p>\n<p>\u2764\ufe0f Support for this channel comes from our friends at Scrimba \u2013 the coding platform that&#8217;s reinvented interactive learning: <a href=\"https:\/\/scrimba.com\/freecodecamp\" target=\"_blank\">https:\/\/scrimba.com\/freecodecamp<\/a><\/p>\n<p>\u2b50\ufe0f Course Contents \u2b50\ufe0f<br \/>\n(0: 00: 00) About the Course<br \/>\n(0: 03: 03) Introduction<br \/>\n(0: 07: 24) Training Data<br \/>\n(0: 15: 33) Tokenization<br \/>\n(0: 29: 00) The Transformer Architecture<br \/>\n(0: 52: 21) Pre-training<br \/>\n(1: 24: 46) Fine-tuning Dataset<br \/>\n(1: 33: 05) Instruction Fine-tuning<br \/>\n(2: 06: 17) Fine-tuning with LoRA<br \/>\n(2: 20: 39) Let&#8217;s Scale Everything<br \/>\n(3: 09: 40) Bonus<br \/>\n(3: 27: 10) Conclusion  <\/p>\n<p>\ud83c\udf89 Thanks to our Champion and Sponsor supporters:<br \/>\n\ud83d\udc7e Drake Milly<br \/>\n\ud83d\udc7e Ulises Moralez<br \/>\n\ud83d\udc7e Goddard Tan<br \/>\n\ud83d\udc7e David MG<br \/>\n\ud83d\udc7e Matthew Springman<br \/>\n\ud83d\udc7e Claudio<br \/>\n\ud83d\udc7e Oscar R.<br \/>\n\ud83d\udc7e jedi-or-sith<br \/>\n\ud83d\udc7e Nattira Maneerat<br \/>\n\ud83d\udc7e Justin Hual<\/p>\n<p>&#8212;<\/p>\n<p>Learn to code for free and get a developer job: <a href=\"https:\/\/www.freecodecamp.org\" target=\"_blank\">https:\/\/www.freecodecamp.org<\/a><\/p>\n<p>Read hundreds of articles on programming: <a href=\"https:\/\/freecodecamp.org\/news\" target=\"_blank\">https:\/\/freecodecamp.org\/news<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This course is designed to help beginners learn how to train a language model from start to finish. Imad will guide you through the whole process, using Moroccan Darija as an example. In this course, you will learn: &#8211; How to load text data &#8211; How to train a tokenizer from scratch using the Byte Pair Encoding (BPE) method &#8211; How to use the tokenizer to encode text data &#8211;&#8230;<\/p>\n","protected":false},"author":1,"featured_media":292430,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","tve_updated_post":"","tve_custom_css":"","tve_user_custom_css":"","tve_globals":{},"tcb2_ready":0,"tcb_editor_enabled":0,"tve_landing_page":"","_tve_header":"","_tve_footer":""},"categories":[1],"tags":[],"class_list":["post-292429","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Train Your Own LLM \u2013 Tutorial - UshopWell.com<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ushopwell.com\/ublog\/train-your-own-llm-tutorial\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Train Your Own LLM \u2013 Tutorial - UshopWell.com\" \/>\n<meta property=\"og:description\" content=\"This course is designed to help beginners learn how to train a language model from start to finish. 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